{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.nn as nn\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import random"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.8175, 0.1865, 0.8666, 0.0271])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def generate_real():\n",
    "    return torch.FloatTensor([\n",
    "        random.uniform(0.8, 1.0),\n",
    "        random.uniform(0.0, 0.2),\n",
    "        random.uniform(0.8, 1.0),\n",
    "        random.uniform(0.0, 0.2)\n",
    "    ])\n",
    "\n",
    "generate_real()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Discriminator(nn.Module):\n",
    "    def __init__(self) -> None:\n",
    "        super().__init__()\n",
    "        \n",
    "        self.model = nn.Sequential(\n",
    "            nn.Linear(4, 3),\n",
    "            nn.Sigmoid(),\n",
    "            nn.Linear(3, 1),\n",
    "            nn.Sigmoid(),\n",
    "        )\n",
    "\n",
    "        self.loss_function = nn.MSELoss()\n",
    "\n",
    "        self.optimiser = torch.optim.SGD(self.parameters(), lr=0.01)\n",
    "\n",
    "        self.counter = 0\n",
    "        self.progress = []\n",
    "\n",
    "    def forward(self, inputs):\n",
    "        return self.model(inputs)\n",
    "\n",
    "    def train(self, inputs, targets):\n",
    "        outputs = self.forward(inputs)\n",
    "        loss = self.loss_function(outputs, targets)\n",
    "        self.optimiser.zero_grad()\n",
    "        loss.backward()\n",
    "        self.optimiser.step()\n",
    "\n",
    "        self.counter += 1\n",
    "        if self.counter % 10 == 0:\n",
    "            self.progress.append(loss.item())\n",
    "        if self.counter % 1000 == 0:\n",
    "            print(f'counter: {self.counter}')\n",
    "\n",
    "    def plot_progress(self):\n",
    "        df = pd.DataFrame(self.progress, columns=['loss'])\n",
    "        df.plot(ylim=(0, 1.0), figsize=(16, 8), alpha=0.1, marker='.', grid=True, yticks=(0, 0.25, 0.5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.5720, 0.7895, 0.1336, 0.6814])"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def generate_random(size):\n",
    "    return torch.rand(size)\n",
    "generate_random(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "counter: 1000\n",
      "counter: 2000\n",
      "counter: 3000\n",
      "counter: 4000\n",
      "counter: 5000\n",
      "counter: 6000\n",
      "counter: 7000\n",
      "counter: 8000\n",
      "counter: 9000\n",
      "counter: 10000\n",
      "counter: 11000\n",
      "counter: 12000\n",
      "counter: 13000\n",
      "counter: 14000\n",
      "counter: 15000\n",
      "counter: 16000\n",
      "counter: 17000\n",
      "counter: 18000\n",
      "counter: 19000\n",
      "counter: 20000\n",
      "Wall time: 10.1 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "D = Discriminator()\n",
    "for i in range(10000):\n",
    "    D.train(generate_real(), torch.FloatTensor([1.0]))\n",
    "    D.train(generate_random(4), torch.FloatTensor([0.0]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1152x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "D.plot_progress()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.12887883186340332"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D.forward(generate_random(4)).item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.7796777486801147"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "D.forward(generate_real()).item()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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